From 43d1afff43ded2e14661a6c91d64b73cfd7a86e9 Mon Sep 17 00:00:00 2001
From: Kye <kye@apacmediasolutions.com>
Date: Sun, 8 Oct 2023 10:27:42 -0400
Subject: [PATCH] clean up

---
 .DS_Store        | Bin 6148 -> 6148 bytes
 README.md        |  16 +++++++++++++++-
 requirements.txt |   3 ++-
 3 files changed, 17 insertions(+), 2 deletions(-)

diff --git a/.DS_Store b/.DS_Store
index b1bc858e925d93fb375ed4bdb59c7154b9b72c92..5008ddfcf53c02e82d7eee2e57c38e5672ef89f6 100644
GIT binary patch
delta 51
vcmZoMXfc?e&B4IH0LBv&MFg0D92j6^U=Y}txQu;b0oP;$5thx|96$L1$0-Qd

delta 65
zcmZoMXfc?eJ=s8n#fXI=g(06InV~qPI5{UNKR<_&0SuTR6a$D0!~zU(`HhK-#R0_;
B4P*cS

diff --git a/README.md b/README.md
index 189d1ea..2520fd1 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 [![Multi-Modality](agorabanner.png)](https://discord.gg/qUtxnK2NMf)
 
-# Complex Transformer
+# Complex Transformer (WIP)
 The open source implementation of the attention and transformer from "Building Blocks for a Complex-Valued Transformer Architecture" where they propose an an attention mechanism for complex valued signals or images such as MRI and remote sensing.
 
 They present:
@@ -43,5 +43,19 @@ print("Attention Output Shape:", attn_output.shape)
 
 ```
 
+# Architecture
+- I use regular norm instead of complex norm for simplicity
+
 # License
 MIT
+
+# Citations
+```
+@article{2306.09827,
+Author = {Florian Eilers and Xiaoyi Jiang},
+Title = {Building Blocks for a Complex-Valued Transformer Architecture},
+Year = {2023},
+Eprint = {arXiv:2306.09827},
+Doi = {10.1109/ICASSP49357.2023.10095349},
+}
+```
diff --git a/requirements.txt b/requirements.txt
index 8d887b0..50fce02 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,2 +1,3 @@
 torch
-einops
\ No newline at end of file
+einops
+zetascale